/*
* RapidMiner
*
* Copyright (C) 2001-2011 by Rapid-I and the contributors
*
* Complete list of developers available at our web site:
*
* http://rapid-i.com
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License
* along with this program. If not, see http://www.gnu.org/licenses/.
*/
package com.rapidminer.operator.preprocessing.filter;
import java.util.List;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.AttributeRole;
import com.rapidminer.example.Example;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.example.table.AttributeFactory;
import com.rapidminer.example.table.BinominalAttribute;
import com.rapidminer.example.table.ExampleTable;
import com.rapidminer.example.table.NominalMapping;
import com.rapidminer.operator.OperatorDescription;
import com.rapidminer.operator.OperatorException;
import com.rapidminer.operator.UserError;
import com.rapidminer.operator.annotation.ResourceConsumptionEstimator;
import com.rapidminer.operator.ports.metadata.AttributeMetaData;
import com.rapidminer.operator.ports.metadata.AttributeSetPrecondition;
import com.rapidminer.operator.ports.metadata.ExampleSetMetaData;
import com.rapidminer.operator.ports.metadata.MetaData;
import com.rapidminer.operator.ports.metadata.SetRelation;
import com.rapidminer.operator.preprocessing.AbstractDataProcessing;
import com.rapidminer.parameter.ParameterType;
import com.rapidminer.parameter.ParameterTypeAttribute;
import com.rapidminer.parameter.ParameterTypeString;
import com.rapidminer.parameter.UndefinedParameterError;
import com.rapidminer.tools.Ontology;
import com.rapidminer.tools.OperatorResourceConsumptionHandler;
/**
* Adds a value to a nominal attribute definition.
*
* @author Peter B. Volk, Ingo Mierswa
*/
public class AddNominalValue extends AbstractDataProcessing {
/** The parameter name for "The name of the nominal attribute to which values should be added." */
public static final String PARAMETER_ATTRIBUTE_NAME = "attribute_name";
/** The parameter name for "The value which should be added." */
public static final String PARAMETER_NEW_VALUE = "new_value";
public AddNominalValue(OperatorDescription description) {
super(description);
getExampleSetInputPort().addPrecondition(new AttributeSetPrecondition(getExampleSetInputPort(), AttributeSetPrecondition.getAttributesByParameter(this, PARAMETER_ATTRIBUTE_NAME), Ontology.NOMINAL));
}
@Override
protected MetaData modifyMetaData(ExampleSetMetaData metaData) throws UndefinedParameterError {
AttributeMetaData targetAttribute = metaData.getAttributeByName(getParameterAsString(PARAMETER_ATTRIBUTE_NAME));
if (targetAttribute != null && getParameterAsString(PARAMETER_NEW_VALUE) != null) {
targetAttribute.getValueSet().add(getParameterAsString(PARAMETER_NEW_VALUE));
targetAttribute.setValueSetRelation(targetAttribute.getValueSetRelation().merge(SetRelation.SUBSET));
}
return metaData;
}
@Override
public ExampleSet apply(ExampleSet exampleSet) throws OperatorException {
Attribute attribute = exampleSet.getAttributes().get(getParameterAsString(PARAMETER_ATTRIBUTE_NAME));
// some checks
if (attribute == null) {
throw new UserError(this, 111, getParameterAsString(PARAMETER_ATTRIBUTE_NAME));
}
if (!attribute.isNominal()) {
throw new UserError(this, 119, new Object[] { attribute.getName(), this.getName() });
}
String newValue = getParameterAsString(PARAMETER_NEW_VALUE);
if (attribute instanceof BinominalAttribute) {
Attribute newAttribute = AttributeFactory.createAttribute(Ontology.NOMINAL);
ExampleTable table = exampleSet.getExampleTable();
table.addAttribute(newAttribute);
NominalMapping originalMapping = attribute.getMapping();
NominalMapping newMapping = newAttribute.getMapping();
for (int i = 0; i < originalMapping.size(); i++) {
newMapping.mapString(originalMapping.mapIndex(i));
}
newAttribute.getMapping().mapString(newValue);
for (Example example: exampleSet) {
example.setValue(newAttribute, example.getValue(attribute));
}
exampleSet.getAttributes().addRegular(newAttribute);
AttributeRole role = exampleSet.getAttributes().getRole(attribute);
exampleSet.getAttributes().remove(attribute);
newAttribute.setName(attribute.getName());
if (role.isSpecial()) {
exampleSet.getAttributes().setSpecialAttribute(newAttribute, role.getSpecialName());
}
} else {
attribute.getMapping().mapString(newValue);
}
return exampleSet;
}
@Override
public List<ParameterType> getParameterTypes() {
List<ParameterType> types = super.getParameterTypes();
types.add(new ParameterTypeAttribute(PARAMETER_ATTRIBUTE_NAME, "The name of the nominal attribute to which values should be added.", getExampleSetInputPort(), false, Ontology.NOMINAL));
types.add(new ParameterTypeString(PARAMETER_NEW_VALUE, "The value which should be added.", false));
return types;
}
@Override
public boolean writesIntoExistingData() {
return false;
}
@Override
public ResourceConsumptionEstimator getResourceConsumptionEstimator() {
return OperatorResourceConsumptionHandler.getResourceConsumptionEstimator(getInputPort(), AddNominalValue.class, null);
}
}